l1 regularization

Optimization Methods for Sparse Pseudo-Likelihood Graphical Model Selection NeurIPS 2014 Proximal Quasi-Newton for Computationally Intensive L1-regularized M-estimators NeurIPS 2014 Sparse Random Feature Algorithm as Coordinate Descent in Hilbert Space NeurIPS 2014 Understanding Protein Dynamics with L1-Regularized Reversible Hidden Markov Models ICML 2014 BIG & QUIC: Sparse Inverse Covariance Estimation for a Million Variables NeurIPS 2013 Sparse Additive Text Models with Low Rank Background NeurIPS 2013 A Divide-and-Conquer Method for Sparse Inverse Covariance Estimation NeurIPS 2012 An Improved GLMNET for L1-regularized Logistic Regression JMLR 2012 Estimation and Selection via Absolute Penalized Convex Minimization And Its Multistage Adaptive Applications JMLR 2012 Feature Clustering for Accelerating Parallel Coordinate Descent NeurIPS 2012 Iterative Thresholding Algorithm for Sparse Inverse Covariance Estimation NeurIPS 2012 Online L1-Dictionary Learning with Application to Novel Document Detection NeurIPS 2012 Regularized Off-Policy TD-Learning NeurIPS 2012 Sparse Approximate Manifolds for Differential Geometric MCMC NeurIPS 2012 Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions NeurIPS 2012 Follow-the-Regularized-Leader and Mirror Descent: Equivalence Theorems and L1 Regularization AISTATS 2011 Sparse Inverse Covariance Matrix Estimation Using Quadratic Approximation NeurIPS 2011 Sparse recovery by thresholded non-negative least squares NeurIPS 2011 Statistical Tests for Optimization Efficiency NeurIPS 2011 Stochastic Methods for -regularized Loss Minimization JMLR 2011 The Sample Complexity of Dictionary Learning COLT 2011 Accounting for network effects in neuronal responses using L1 regularized point process models NeurIPS 2010 A Comparison of Optimization Methods and Software for Large-scale L1-regularized Linear Classification JMLR 2010 A Fast Hybrid Algorithm for Large-Scale -Regularized Logistic Regression JMLR 2010 Analysis of Multi-stage Convex Relaxation for Sparse Regularization JMLR 2010